{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参考资料\n",
    "[1] [图像梯度的基本原理](https://blog.csdn.net/saltriver/article/details/78987096)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fda3334f290>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "moon = cv2.imread(\"../data/moon.png\", 0)\n",
    "row, column = moon.shape\n",
    "moon_f = np.copy(moon)\n",
    "moon_f = moon_f.astype(\"float\")\n",
    "\n",
    "gradient = np.zeros((row, column))\n",
    "\n",
    "for x in range(row - 1):\n",
    "    for y in range(column - 1):\n",
    "        gx = abs(moon_f[x + 1, y] - moon_f[x, y])\n",
    "        gy = abs(moon_f[x, y + 1] - moon_f[x, y])\n",
    "        gradient[x, y] = gx + gy\n",
    "\n",
    "sharp = moon_f + gradient\n",
    "sharp = np.where(sharp < 0, 0, np.where(sharp > 255, 255, sharp))\n",
    "\n",
    "gradient = gradient.astype(\"uint8\")\n",
    "sharp = sharp.astype(\"uint8\")\n",
    "\n",
    "plt.imshow(moon, 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fda33090510>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(gradient, 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fda33005910>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(sharp, 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.4 64-bit ('base': conda)",
   "language": "python",
   "name": "python37464bitbasecondacb3ec4d305c44fe887804b43a376a3a9"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
